Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 182 |
| Missing cells | 34 |
| Missing cells (%) | 1.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 18.5 KiB |
| Average record size in memory | 104.0 B |
Variable types
| NUM | 10 |
|---|---|
| CAT | 2 |
Deaths is highly correlated with Confirmed cases | High correlation |
Confirmed cases is highly correlated with Deaths | High correlation |
Density has 4 (2.2%) missing values | Missing |
GDP has 13 (7.1%) missing values | Missing |
GDP per cap has 14 (7.7%) missing values | Missing |
Temperature has 3 (1.6%) missing values | Missing |
Country name has unique values | Unique |
Normalized cases has unique values | Unique |
Population has unique values | Unique |
Deaths has 12 (6.6%) zeros | Zeros |
Mortality rate has 12 (6.6%) zeros | Zeros |
Normalized deaths has 12 (6.6%) zeros | Zeros |
Reproduction
| Analysis started | 2020-10-14 18:58:56.834824 |
|---|---|
| Analysis finished | 2020-10-14 18:59:19.757245 |
| Duration | 22.92 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 182 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| Kazakhstan | 1 |
|---|---|
| Somalia | 1 |
| Malaysia | 1 |
| Kuwait | 1 |
| Qatar | 1 |
| Other values (177) |
| Value | Count | Frequency (%) | |
| Kazakhstan | 1 | 0.5% | |
| Somalia | 1 | 0.5% | |
| Malaysia | 1 | 0.5% | |
| Kuwait | 1 | 0.5% | |
| Qatar | 1 | 0.5% | |
| Chad | 1 | 0.5% | |
| Uganda | 1 | 0.5% | |
| Myanmar | 1 | 0.5% | |
| Russian Federation | 1 | 0.5% | |
| Turkey | 1 | 0.5% | |
| Other values (172) | 172 | 94.5% |
Frequencies of value counts
Unique
| Unique | 182 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 30 |
|---|---|
| Median length | 7.5 |
| Mean length | 8.994505495 |
| Min length | 4 |
| Distinct | 180 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 179868.1209 |
|---|---|
| Minimum | 19 |
| Maximum | 7078039 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 118.3 |
| Q1 | 2930.25 |
| median | 13379.5 |
| Q3 | 76426.75 |
| 95-th percentile | 663645.8 |
| Maximum | 7078039 |
| Range | 7078020 |
| Interquartile range (IQR) | 73496.5 |
Descriptive statistics
| Standard deviation | 772821.5889 |
|---|---|
| Coefficient of variation (CV) | 4.296601227 |
| Kurtosis | 57.20586691 |
| Mean | 179868.1209 |
| Median Absolute Deviation (MAD) | 13143 |
| Skewness | 7.390940697 |
| Sum | 32735998 |
| Variance | 5.972532083e+11 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 27 | 2 | 1.1% | |
| 24 | 2 | 1.1% | |
| 46222 | 1 | 0.5% | |
| 10918 | 1 | 0.5% | |
| 312966 | 1 | 0.5% | |
| 133592 | 1 | 0.5% | |
| 4038 | 1 | 0.5% | |
| 10593 | 1 | 0.5% | |
| 77289 | 1 | 0.5% | |
| 8600 | 1 | 0.5% | |
| Other values (170) | 170 | 93.4% |
| Value | Count | Frequency (%) | |
| 19 | 1 | 0.5% | |
| 23 | 1 | 0.5% | |
| 24 | 2 | 1.1% | |
| 27 | 2 | 1.1% | |
| 32 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 7078039 | 1 | 0.5% | |
| 5903932 | 1 | 0.5% | |
| 4717991 | 1 | 0.5% | |
| 1138509 | 1 | 0.5% | |
| 806038 | 1 | 0.5% |
| Distinct | 156 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5453.186813 |
|---|---|
| Minimum | 0 |
| Maximum | 204486 |
| Zeros | 12 |
| Zeros (%) | 6.6% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 50 |
| median | 228 |
| Q3 | 1450 |
| 95-th percentile | 25389.1 |
| Maximum | 204486 |
| Range | 204486 |
| Interquartile range (IQR) | 1400 |
Descriptive statistics
| Standard deviation | 21079.5338 |
|---|---|
| Coefficient of variation (CV) | 3.865544042 |
| Kurtosis | 54.80942089 |
| Mean | 5453.186813 |
| Median Absolute Deviation (MAD) | 225 |
| Skewness | 6.897436586 |
| Sum | 992480 |
| Variance | 444346745 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 12 | 6.6% | |
| 120 | 3 | 1.6% | |
| 7 | 3 | 1.6% | |
| 89 | 3 | 1.6% | |
| 56 | 2 | 1.1% | |
| 10 | 2 | 1.1% | |
| 54 | 2 | 1.1% | |
| 2 | 2 | 1.1% | |
| 35 | 2 | 1.1% | |
| 83 | 2 | 1.1% | |
| Other values (146) | 149 | 81.9% |
| Value | Count | Frequency (%) | |
| 0 | 12 | 6.6% | |
| 1 | 2 | 1.1% | |
| 2 | 2 | 1.1% | |
| 3 | 2 | 1.1% | |
| 7 | 3 | 1.6% |
| Value | Count | Frequency (%) | |
| 204486 | 1 | 0.5% | |
| 141406 | 1 | 0.5% | |
| 93379 | 1 | 0.5% | |
| 76243 | 1 | 0.5% | |
| 42060 | 1 | 0.5% |
| Distinct | 171 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.552053055 |
|---|---|
| Minimum | 0 |
| Maximum | 28.91625616 |
| Zeros | 12 |
| Zeros (%) | 6.6% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.063697698 |
| median | 2.004451378 |
| Q3 | 3.07198272 |
| 95-th percentile | 6.143558181 |
| Maximum | 28.91625616 |
| Range | 28.91625616 |
| Interquartile range (IQR) | 2.008285023 |
Descriptive statistics
| Standard deviation | 2.807437597 |
|---|---|
| Coefficient of variation (CV) | 1.100070232 |
| Kurtosis | 43.15441953 |
| Mean | 2.552053055 |
| Median Absolute Deviation (MAD) | 1.030930493 |
| Skewness | 5.189136992 |
| Sum | 464.4736559 |
| Variance | 7.881705859 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 12 | 6.6% | |
| 0.564516129 | 1 | 0.5% | |
| 0.5334325766 | 1 | 0.5% | |
| 2.109746794 | 1 | 0.5% | |
| 3.138313578 | 1 | 0.5% | |
| 4.220779221 | 1 | 0.5% | |
| 3.707389263 | 1 | 0.5% | |
| 1.77107106 | 1 | 0.5% | |
| 2.2172949 | 1 | 0.5% | |
| 2.906915362 | 1 | 0.5% | |
| Other values (161) | 161 | 88.5% |
| Value | Count | Frequency (%) | |
| 0 | 12 | 6.6% | |
| 0.04680592875 | 1 | 0.5% | |
| 0.1714056868 | 1 | 0.5% | |
| 0.206185567 | 1 | 0.5% | |
| 0.3384768542 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 28.91625616 | 1 | 0.5% | |
| 11.62529535 | 1 | 0.5% | |
| 10.4955598 | 1 | 0.5% | |
| 9.740237184 | 1 | 0.5% | |
| 8.841963423 | 1 | 0.5% |
| Distinct | 182 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.005141533272 |
|---|---|
| Minimum | 3.208054169e-06 |
| Maximum | 0.04408440902 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 3.208054169e-06 |
|---|---|
| 5-th percentile | 6.08240163e-05 |
| Q1 | 0.0005400364503 |
| median | 0.002313203049 |
| Q3 | 0.006527223168 |
| 95-th percentile | 0.02155899637 |
| Maximum | 0.04408440902 |
| Range | 0.04408120097 |
| Interquartile range (IQR) | 0.005987186717 |
Descriptive statistics
| Standard deviation | 0.00728867012 |
|---|---|
| Coefficient of variation (CV) | 1.417606331 |
| Kurtosis | 8.02935238 |
| Mean | 0.005141533272 |
| Median Absolute Deviation (MAD) | 0.002122264195 |
| Skewness | 2.539030926 |
| Sum | 0.9357590556 |
| Variance | 5.312471212e-05 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.02508477572 | 1 | 0.5% | |
| 0.008117843078 | 1 | 0.5% | |
| 0.001607641129 | 1 | 0.5% | |
| 0.004631705149 | 1 | 0.5% | |
| 0.005389590391 | 1 | 0.5% | |
| 0.01328126008 | 1 | 0.5% | |
| 0.01659109635 | 1 | 0.5% | |
| 0.006460998643 | 1 | 0.5% | |
| 0.003980218926 | 1 | 0.5% | |
| 0.004236105944 | 1 | 0.5% | |
| Other values (172) | 172 | 94.5% |
| Value | Count | Frequency (%) | |
| 3.208054169e-06 | 1 | 0.5% | |
| 8.775035551e-06 | 1 | 0.5% | |
| 1.108207196e-05 | 1 | 0.5% | |
| 1.674092724e-05 | 1 | 0.5% | |
| 2.087974889e-05 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 0.04408440902 | 1 | 0.5% | |
| 0.04190602813 | 1 | 0.5% | |
| 0.02592949057 | 1 | 0.5% | |
| 0.02508477572 | 1 | 0.5% | |
| 0.02452982268 | 1 | 0.5% |
| Distinct | 171 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0001256206685 |
|---|---|
| Minimum | 0 |
| Maximum | 0.001240401654 |
| Zeros | 12 |
| Zeros (%) | 6.6% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7.937106138e-06 |
| median | 3.814220071e-05 |
| Q3 | 0.0001347256289 |
| 95-th percentile | 0.0006289996624 |
| Maximum | 0.001240401654 |
| Range | 0.001240401654 |
| Interquartile range (IQR) | 0.0001267885228 |
Descriptive statistics
| Standard deviation | 0.0002077637775 |
|---|---|
| Coefficient of variation (CV) | 1.653898041 |
| Kurtosis | 7.059255383 |
| Mean | 0.0001256206685 |
| Median Absolute Deviation (MAD) | 3.46151412e-05 |
| Skewness | 2.546178874 |
| Sum | 0.02286296167 |
| Variance | 4.316578725e-08 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 12 | 6.6% | |
| 6.410710938e-06 | 1 | 0.5% | |
| 2.767683421e-05 | 1 | 0.5% | |
| 8.067365435e-06 | 1 | 0.5% | |
| 8.984986084e-05 | 1 | 0.5% | |
| 8.672590624e-08 | 1 | 0.5% | |
| 6.923849199e-06 | 1 | 0.5% | |
| 1.225201636e-05 | 1 | 0.5% | |
| 5.089558215e-06 | 1 | 0.5% | |
| 6.992518006e-05 | 1 | 0.5% | |
| Other values (161) | 161 | 88.5% |
| Value | Count | Frequency (%) | |
| 0 | 12 | 6.6% | |
| 8.672590624e-08 | 1 | 0.5% | |
| 3.620348656e-07 | 1 | 0.5% | |
| 3.628367807e-07 | 1 | 0.5% | |
| 5.962482227e-07 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 0.001240401654 | 1 | 0.5% | |
| 0.0009854368993 | 1 | 0.5% | |
| 0.0008685085538 | 1 | 0.5% | |
| 0.0006870446709 | 1 | 0.5% | |
| 0.0006799211333 | 1 | 0.5% |
| Distinct | 182 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41767618.13 |
|---|---|
| Minimum | 33860 |
| Maximum | 1397715000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 33860 |
|---|---|
| 5-th percentile | 115542.35 |
| Q1 | 2689938.75 |
| median | 9758033 |
| Q3 | 30404901 |
| 95-th percentile | 127509999.1 |
| Maximum | 1397715000 |
| Range | 1397681140 |
| Interquartile range (IQR) | 27714962.25 |
Descriptive statistics
| Standard deviation | 149477394.3 |
|---|---|
| Coefficient of variation (CV) | 3.578786654 |
| Kurtosis | 70.98771675 |
| Mean | 41767618.13 |
| Median Absolute Deviation (MAD) | 8584680.5 |
| Skewness | 8.139757544 |
| Sum | 7601706500 |
| Variance | 2.234349141e+16 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1326590 | 1 | 0.5% | |
| 10285453 | 1 | 0.5% | |
| 2657637 | 1 | 0.5% | |
| 108116615 | 1 | 0.5% | |
| 9321018 | 1 | 0.5% | |
| 47076781 | 1 | 0.5% | |
| 11694719 | 1 | 0.5% | |
| 82913906 | 1 | 0.5% | |
| 11062113 | 1 | 0.5% | |
| 1394973 | 1 | 0.5% | |
| Other values (172) | 172 | 94.5% |
| Value | Count | Frequency (%) | |
| 33860 | 1 | 0.5% | |
| 38019 | 1 | 0.5% | |
| 38964 | 1 | 0.5% | |
| 52823 | 1 | 0.5% | |
| 71808 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 1397715000 | 1 | 0.5% | |
| 1366417754 | 1 | 0.5% | |
| 328239523 | 1 | 0.5% | |
| 270625568 | 1 | 0.5% | |
| 216565318 | 1 | 0.5% |
| Distinct | 178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 209.5786809 |
|---|---|
| Minimum | 2.040608667 |
| Maximum | 7952.998418 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 2.040608667 |
|---|---|
| 5-th percentile | 4.242617277 |
| Q1 | 37.143092 |
| median | 83.9494918 |
| Q3 | 204.4878176 |
| 95-th percentile | 572.1161289 |
| Maximum | 7952.998418 |
| Range | 7950.95781 |
| Interquartile range (IQR) | 167.3447256 |
Descriptive statistics
| Standard deviation | 642.2765771 |
|---|---|
| Coefficient of variation (CV) | 3.064608358 |
| Kurtosis | 121.1225835 |
| Mean | 209.5786809 |
| Median Absolute Deviation (MAD) | 58.92283055 |
| Skewness | 10.28863622 |
| Sum | 37305.0052 |
| Variance | 412519.2015 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 563.0833333 | 1 | 0.5% | |
| 74.44132338 | 1 | 0.5% | |
| 53.97785291 | 1 | 0.5% | |
| 623.3019704 | 1 | 0.5% | |
| 219.9785759 | 1 | 0.5% | |
| 309.8814672 | 1 | 0.5% | |
| 93.67719744 | 1 | 0.5% | |
| 63.5790788 | 1 | 0.5% | |
| 69.43781291 | 1 | 0.5% | |
| 113.2855865 | 1 | 0.5% | |
| Other values (168) | 168 | 92.3% | |
| (Missing) | 4 | 2.2% |
| Value | Count | Frequency (%) | |
| 2.040608667 | 1 | 0.5% | |
| 2.973745582 | 1 | 0.5% | |
| 3.24787091 | 1 | 0.5% | |
| 3.518413965 | 1 | 0.5% | |
| 3.69225 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 7952.998418 | 1 | 0.5% | |
| 2017.2737 | 1 | 0.5% | |
| 1718.986667 | 1 | 0.5% | |
| 1514.46875 | 1 | 0.5% | |
| 1239.579312 | 1 | 0.5% |
Income group
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| High income | |
|---|---|
| Upper middle income | |
| Lower middle income | |
| Low income |
| Value | Count | Frequency (%) | |
| High income | 59 | 32.4% | |
| Upper middle income | 49 | 26.9% | |
| Lower middle income | 46 | 25.3% | |
| Low income | 28 | 15.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 15.02197802 |
| Min length | 10 |
| Distinct | 169 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 13 |
| Missing (%) | 7.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.037484902e+11 |
|---|---|
| Minimum | 429016605.2 |
| Maximum | 2.137441888e+13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 429016605.2 |
|---|---|
| 5-th percentile | 1710409541 |
| Q1 | 1.2827e+10 |
| median | 4.73196242e+10 |
| Q3 | 2.619212448e+11 |
| 95-th percentile | 1.798425076e+12 |
| Maximum | 2.137441888e+13 |
| Range | 2.137398986e+13 |
| Interquartile range (IQR) | 2.490942448e+11 |
Descriptive statistics
| Standard deviation | 2.060973586e+12 |
|---|---|
| Coefficient of variation (CV) | 4.091274963 |
| Kurtosis | 74.58857394 |
| Mean | 5.037484902e+11 |
| Median Absolute Deviation (MAD) | 4.303918056e+10 |
| Skewness | 8.196291421 |
| Sum | 8.513349484e+13 |
| Variance | 4.247612121e+24 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.418044456e+10 | 1 | 0.5% | |
| 2.827113185e+12 | 1 | 0.5% | |
| 1.269482339e+10 | 1 | 0.5% | |
| 4.211422679e+11 | 1 | 0.5% | |
| 4.463147395e+11 | 1 | 0.5% | |
| 6.698363422e+10 | 1 | 0.5% | |
| 1.347611989e+11 | 1 | 0.5% | |
| 2122450630 | 1 | 0.5% | |
| 3941474311 | 1 | 0.5% | |
| 1.131495134e+10 | 1 | 0.5% | |
| Other values (159) | 159 | 87.4% | |
| (Missing) | 13 | 7.1% |
| Value | Count | Frequency (%) | |
| 429016605.2 | 1 | 0.5% | |
| 596033333.3 | 1 | 0.5% | |
| 825385185.2 | 1 | 0.5% | |
| 1050992593 | 1 | 0.5% | |
| 1185728677 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 2.137441888e+13 | 1 | 0.5% | |
| 1.434290284e+13 | 1 | 0.5% | |
| 5.081769542e+12 | 1 | 0.5% | |
| 3.845630031e+12 | 1 | 0.5% | |
| 2.875142315e+12 | 1 | 0.5% |
| Distinct | 168 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 7.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22175.6635 |
|---|---|
| Minimum | 782.8165888 |
| Maximum | 121292.7393 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 782.8165888 |
|---|---|
| 5-th percentile | 1680.403633 |
| Q1 | 5398.131919 |
| median | 14747.94751 |
| Q3 | 32413.60122 |
| 95-th percentile | 63059.12378 |
| Maximum | 121292.7393 |
| Range | 120509.9227 |
| Interquartile range (IQR) | 27015.4693 |
Descriptive statistics
| Standard deviation | 22028.46479 |
|---|---|
| Coefficient of variation (CV) | 0.9933621509 |
| Kurtosis | 3.091410365 |
| Mean | 22175.6635 |
| Median Absolute Deviation (MAD) | 11200.9632 |
| Skewness | 1.620091315 |
| Sum | 3725511.468 |
| Variance | 485253261 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 5355.27019 | 1 | 0.5% | |
| 9086.060696 | 1 | 0.5% | |
| 2423.828765 | 1 | 0.5% | |
| 59110.56256 | 1 | 0.5% | |
| 3252.546371 | 1 | 0.5% | |
| 17956.1054 | 1 | 0.5% | |
| 13620.11848 | 1 | 0.5% | |
| 65118.35833 | 1 | 0.5% | |
| 31399.41567 | 1 | 0.5% | |
| 15636.55376 | 1 | 0.5% | |
| Other values (158) | 158 | 86.8% | |
| (Missing) | 14 | 7.7% |
| Value | Count | Frequency (%) | |
| 782.8165888 | 1 | 0.5% | |
| 984.0280497 | 1 | 0.5% | |
| 1103.643616 | 1 | 0.5% | |
| 1143.453225 | 1 | 0.5% | |
| 1269.601399 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 121292.7393 | 1 | 0.5% | |
| 101375.7753 | 1 | 0.5% | |
| 96490.98387 | 1 | 0.5% | |
| 88240.90103 | 1 | 0.5% | |
| 70989.25813 | 1 | 0.5% |
| Distinct | 142 |
|---|---|
| Distinct (%) | 79.3% |
| Missing | 3 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.51111732 |
|---|---|
| Minimum | -5.1 |
| Maximum | 28.29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | -5.1 |
|---|---|
| 5-th percentile | 5.46 |
| Q1 | 10.625 |
| median | 21.85 |
| Q3 | 25.325 |
| 95-th percentile | 27.155 |
| Maximum | 28.29 |
| Range | 33.39 |
| Interquartile range (IQR) | 14.7 |
Descriptive statistics
| Standard deviation | 8.17998447 |
|---|---|
| Coefficient of variation (CV) | 0.4418957716 |
| Kurtosis | -0.8311948856 |
| Mean | 18.51111732 |
| Median Absolute Deviation (MAD) | 4.7 |
| Skewness | -0.6792847937 |
| Sum | 3313.49 |
| Variance | 66.91214594 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 27.15 | 5 | 2.7% | |
| 10.55 | 4 | 2.2% | |
| 26.8 | 3 | 1.6% | |
| 24.55 | 3 | 1.6% | |
| 26 | 3 | 1.6% | |
| 19.2 | 3 | 1.6% | |
| 21.4 | 3 | 1.6% | |
| 24.9 | 3 | 1.6% | |
| 17.75 | 2 | 1.1% | |
| 25.25 | 2 | 1.1% | |
| Other values (132) | 148 | 81.3% | |
| (Missing) | 3 | 1.6% |
| Value | Count | Frequency (%) | |
| -5.1 | 1 | 0.5% | |
| -0.7 | 1 | 0.5% | |
| 1.5 | 1 | 0.5% | |
| 1.55 | 1 | 0.5% | |
| 1.7 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 28.29 | 1 | 0.5% | |
| 28.25 | 1 | 0.5% | |
| 28 | 1 | 0.5% | |
| 27.85 | 1 | 0.5% | |
| 27.65 | 2 | 1.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Country name | Confirmed cases | Deaths | Mortality rate | Normalized cases | Normalized deaths | Population | Density | Income group | GDP | GDP per cap | Temperature | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | 39192.0 | 1453.0 | 3.707389 | 0.001030 | 0.000038 | 38041754.0 | 56.937760 | Low income | 1.910135e+10 | 2293.551684 | 12.60 |
| 1 | Angola | 4672.0 | 171.0 | 3.660103 | 0.000147 | 0.000005 | 31825295.0 | 24.713052 | Lower middle income | 9.463542e+10 | 6929.678158 | 21.55 |
| 2 | Albania | 13153.0 | 375.0 | 2.851061 | 0.004608 | 0.000131 | 2854191.0 | 104.612263 | Upper middle income | 1.527808e+10 | 14495.078514 | 11.40 |
| 3 | Andorra | 1836.0 | 53.0 | 2.886710 | 0.023800 | 0.000687 | 77142.0 | 163.842553 | High income | 3.154058e+09 | NaN | 7.60 |
| 4 | United Arab Emirates | 90618.0 | 411.0 | 0.453552 | 0.009275 | 0.000042 | 9770529.0 | 135.609110 | High income | 4.211423e+11 | 69900.877848 | 27.00 |
| 5 | Argentina | 702484.0 | 15543.0 | 2.212577 | 0.015632 | 0.000346 | 44938712.0 | 16.258510 | Upper middle income | 4.496634e+11 | 22947.139795 | 14.80 |
| 6 | Armenia | 49072.0 | 948.0 | 1.931855 | 0.016591 | 0.000321 | 2957731.0 | 103.680225 | Upper middle income | 1.367280e+10 | 14219.627709 | 7.15 |
| 7 | Antigua and Barbuda | 98.0 | 3.0 | 3.061224 | 0.001009 | 0.000031 | 97118.0 | 218.831818 | High income | 1.727759e+09 | 22816.452202 | 26.00 |
| 8 | Australia | 27040.0 | 872.0 | 3.224852 | 0.001066 | 0.000034 | 25364307.0 | 3.247871 | High income | 1.392681e+12 | 53320.269043 | 21.65 |
| 9 | Austria | 42214.0 | 787.0 | 1.864310 | 0.004755 | 0.000089 | 8877067.0 | 107.127967 | High income | 4.463147e+11 | 59110.562559 | 6.35 |
Last rows
| Country name | Confirmed cases | Deaths | Mortality rate | Normalized cases | Normalized deaths | Population | Density | Income group | GDP | GDP per cap | Temperature | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 172 | Uruguay | 1998.0 | 47.0 | 2.352352 | 0.000577 | 1.357701e-05 | 3461734.0 | 19.708028 | High income | 5.604591e+10 | 22454.657943 | 17.55 |
| 173 | United States | 7078039.0 | 204486.0 | 2.889021 | 0.021564 | 6.229780e-04 | 328239523.0 | 35.713622 | High income | 2.137442e+13 | 65118.358333 | 8.55 |
| 174 | Uzbekistan | 54819.0 | 452.0 | 0.824532 | 0.001632 | 1.346013e-05 | 33580650.0 | 77.470851 | Lower middle income | 5.792129e+10 | 7288.765626 | 12.05 |
| 175 | St. Vincent and the Grenadines | 64.0 | 0.0 | 0.000000 | 0.000579 | 0.000000e+00 | 110589.0 | 282.589744 | Upper middle income | 8.253852e+08 | 12982.896389 | 26.80 |
| 176 | Venezuela, RB | 71940.0 | 600.0 | 0.834028 | 0.002523 | 2.104095e-05 | 28515829.0 | 32.730792 | Upper middle income | NaN | NaN | 25.35 |
| 177 | Vietnam | 1069.0 | 35.0 | 3.274088 | 0.000011 | 3.628368e-07 | 96462106.0 | 308.125246 | Lower middle income | 2.619212e+11 | 8374.444328 | 24.45 |
| 178 | Yemen, Rep. | 2030.0 | 587.0 | 28.916256 | 0.000070 | 2.012899e-05 | 29161922.0 | 53.977853 | Low income | NaN | NaN | 23.85 |
| 179 | South Africa | 669498.0 | 16376.0 | 2.446012 | 0.011433 | 2.796531e-04 | 58558270.0 | 47.630120 | Upper middle income | 3.514316e+11 | 12999.120256 | 17.75 |
| 180 | Zambia | 14612.0 | 332.0 | 2.272105 | 0.000818 | 1.858795e-05 | 17861030.0 | 23.341479 | Lower middle income | 2.306472e+10 | 3623.699395 | 21.40 |
| 181 | Zimbabwe | 7803.0 | 227.0 | 2.909138 | 0.000533 | 1.549968e-05 | 14645468.0 | 37.324591 | Lower middle income | 2.144076e+10 | 2953.484113 | 21.00 |